{"id":"W2954980819","doi":"","title":"Planning and preliminary design completed for massive N3 upgrade : transportation engineering","year":2015,"lang":"en","type":"article","venue":"Civil Engineering = Siviele Ingenieurswese","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Upgrade; Joint (building); Joint venture; Section (typography); Window (computing); Engineering; Operations management; Geography; Transport engineering; Civil engineering; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002614811,0.0002955729,0.0003128563,0.0003049435,0.00008409949,0.0001360901,0.0001719737,0.00009802888,0.000008592318],"category_scores_gemma":[0.000104906,0.0003321306,0.00007945991,0.0002112172,0.00002365027,0.0007506181,0.00001965435,0.0001460577,0.00001163437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004243858,"about_ca_system_score_gemma":0.00002234996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007183485,"about_ca_topic_score_gemma":0.00002473142,"domain_scores_codex":[0.9987739,0.000002593345,0.0003317103,0.0003050686,0.0001192251,0.0004674903],"domain_scores_gemma":[0.9994923,0.0001013175,0.0001099109,0.0001608205,0.00007343081,0.00006220918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001605165,0.00004098236,0.005680253,0.000666239,0.0001070874,0.00002940078,0.001602387,0.9818867,0.002671987,0.003455712,0.002874834,0.0008238383],"study_design_scores_gemma":[0.001697012,0.00008541013,0.0338782,0.0002398932,0.0001723502,0.000005115967,0.0003449925,0.9107355,0.0004263249,0.0003118508,0.05131036,0.0007930301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6560275,0.00161988,0.3388197,0.0004268841,0.0009933155,0.0009216563,0.00002892617,0.0008135643,0.0003485771],"genre_scores_gemma":[0.9963328,0.000006975227,0.002450327,0.0001389108,0.0007045625,0.0001318086,0.000103952,0.00008328683,0.00004737385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3403053,"threshold_uncertainty_score":0.9999131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096051776108704,"score_gpt":0.2138147786177883,"score_spread":0.1728542608567013,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}